Gradient Descent Visualizations ML Frameworks

Interactive tools and educational resources for visualizing and demonstrating gradient descent algorithms and optimization techniques. Includes visualizations, animations, and demonstrations of various optimization methods (SGD, Adam, momentum, etc.). Does NOT include general optimization libraries, solver implementations without visualization focus, or non-educational algorithm collections.

There are 44 gradient descent visualizations frameworks tracked. 2 score above 50 (established tier). The highest-rated is jolars/sortedl1 at 52/100 with 2 stars.

Get all 44 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	jolars/sortedl1 Python package for Sorted L-One Penalized Estimation (SLOPE)	52	Established	2	Python
2	gugarosa/opytimizer 🐦 Opytimizer is a Python library consisting of meta-heuristic optimization...	50	Established	632	Python
3	SENATOROVAI/gradient-descent-sgd-solver-course Stochastic Gradient Descent (SGD) is an optimization algorithm that updates...	49	Emerging	17	Jupyter Notebook
4	hiroyuki-kasai/SGDLibrary MATLAB/Octave library for stochastic optimization algorithms: Version 1.0.20	49	Emerging	225	MATLAB
5	softmin/ReHLine-python Regularized Composite ReLU-ReHU Loss Minimization with Linear Computation...	48	Emerging	18	Python
6	SENATOROVAI/stochastic-average-gradient-sag-saga-solver-course The SAG (Stochastic Average Gradient) + SAGA (Accelerated) solver is an...	45	Emerging	19	Python
7	loeweX/Forward-Forward Reimplementation of Geoffrey Hinton's Forward-Forward Algorithm	45	Emerging	163	Python
8	SENATOROVAI/L-BFGS-B-solver-course Linear regression with the LBFGSB (Limited-memory...	45	Emerging	16	Jupyter Notebook
9	princeton-vl/CoqGym A Learning Environment for Theorem Proving with the Coq proof assistant	44	Emerging	414	Coq
10	chrisfosterelli/physical-gradient-descent Code for https://fosterelli.co/executing-gradient-descent-on-the-earth	44	Emerging	69	Python
11	dselsam/certigrad Bug-free machine learning on stochastic computation graphs	42	Emerging	399	Lean
12	alexdremov/optimus-dl Modular, high-performance deep learning research framework	37	Emerging	3	Python
13	MatteoPardi/Entropy-FFA Experiments for "Entropy Based Regularization Improves Performance in...	37	Emerging	3	Jupyter Notebook
14	saeedahmadicp/numerical_optimization_of_ai Numerical techniques for optimization of artificial Intelligence	36	Emerging	9	Python
15	ago109/predictive-forward-forward Implementation/simulation of the predictive forward-forward credit...	33	Emerging	65	Python
16	softmin/ReHLine Regularized Composite ReLU-ReHU Loss Minimization with Linear Computation...	33	Emerging	47	—
17	Muradmustafayev-03/Optimisation-Algorithms A collection of the most commonly used Optimisation Algorithms for Data...	30	Emerging	10	Python
18	kyegomez/gradient-ascent A new optimizer, Gradient Ascent: Gradient Ascent adjusts the parameters in...	30	Emerging	10	Python
19	abeoliver/ReverseLearning The Input Optimization Algorithm	30	Emerging	2	Jupyter Notebook
20	rmwkwok/forward_forward_algorithm Implementation of Geoffrey Hinton's forward forward algorithm in tensorflow	30	Emerging	35	Jupyter Notebook
21	cozheyuanzhangde/Forward-Forward Hinton's Forward-Forward Algorithm for Deep Learning	28	Experimental	11	Python
22	YashArote/gradient-descent-visualizer A fast, interactive tool to visualize how different gradient descent...	28	Experimental	20	JavaScript
23	harveybc/don Descentralized Optimization Network (DON) is a REST API that allows...	27	Experimental	8	JavaScript
24	sibirbil/SMB Stochastic gradient descent with model building	27	Experimental	27	Python
25	MATLAB-Graphics-and-App-Building/Animated-Gradient-Descent Animation of how Gradient Descent finds the local minimum. Demonstrate how...	27	Experimental	14	MATLAB
26	AndyyyYuuu/rktorch Gradient descent optimization, written in the DrRacket teaching language from CS 135	26	Experimental	3	Racket
27	pablocpz/Gradient-Descent-Visualizations Animations made with Python to visualize Deep Learning's ability for...	23	Experimental	4	Jupyter Notebook
28	draktr/findi-descent FinDi: Finite Difference Gradient Descent can optimize any function,...	23	Experimental	—	Python
29	hossamAhmedSalah/Gradient-Descent-Visualiser Gradient Descent Visualiser	22	Experimental	2	JavaScript
30	draktr/optschedule Flexible parameter scheduler that can be implemented with proprietary and...	22	Experimental	—	Python
31	softmin/ReHLine-r Regularized Composite ReLU-ReHU Loss Minimization with Linear Computation...	21	Experimental	11	C++
32	kyegomez/GradientEquillibrum An implementation of an Gradient Algorithm that fines the equilibrium...	20	Experimental	5	Python
33	IsmailKonak/FF-Algorithm-Pytorch-Implementation The Forward-Forward Algorithm proposed by Geoffrey Hinton - Unofficial...	20	Experimental	8	Jupyter Notebook
34	justinmeiners/why-train-when-you-can-optimize Learn multi-variable optimization by creating a drawing assistant. No deep...	19	Experimental	31	Makefile
35	mlnjsh/optimization-algorithms-visual-guide Visual and interactive guide to optimization algorithms — from gradient...	14	Experimental	—	Python
36	omardrag/Food-Optmization-with-gradient-descent Optimización de procesos alimentarios con gradient descent	14	Experimental	—	Jupyter Notebook
37	Michael-Negash/Numerical-Optimization-Algorithms Root-finding and optimization algorithms implemented in Python — Bisection,...	14	Experimental	—	Jupyter Notebook
38	firaszaarouri/ml-regression-gradient-descent Multi-linear regression via gradient descent from scratch — Energy & Loans...	14	Experimental	—	Jupyter Notebook
39	mutahhirkhan/Exercises-Stats-Mathematical-Methods-AI Contains multiple exercises for Gradient Descent, Stochastic Gradient...	13	Experimental	—	Jupyter Notebook
40	mustafa0783/linear-regression-gradient-descent Linear Regression with Gradient Descent – Space to explore and visualize how...	13	Experimental	—	MATLAB
41	Shubbair/Forward-Forward-Algorithm implementing forward forward algorithm by hinton	13	Experimental	—	Jupyter Notebook
42	ahammadmejbah/Optimization-Methods-With-Mathematics-and-Python-By-Mejbah-Ahammad Optimization Methods With Mathematics and Python By Mejbah Ahammad	12	Experimental	4	—
43	Hari31416/Gradient_Ascent A blog for machine learning, deep learning, and data science enthusiasts.	11	Experimental	—	MDX
44	ehtisham-sadiq/Gradient-Descent-for-ADALINE-The-First-Neural-Network Implementing Gradient Descent for ADALINE: The Original Neural Network	10	Experimental	2	Jupyter Notebook

Comparisons in this category

Forward-Forward and forward_forward_algorithm (45 vs 30) ReHLine-python and ReHLine (48 vs 33)